From atoms to continents — 4DLAB accelerates the creation and repair of physical systems using physics-based AI at every scale of matter.
Viruses assemble to cause disease. Proteins disassemble to cure it. Wars depend on the state of materials. Innovation depends on atomic arrangement. 4DLAB is the OS that studies and controls these transitions.
By studying assemblies and disassemblies in matter using datasets, simulations, AI and accelerated computing, 4DLAB enables creation or repair of anything — anywhere — with precision spanning 14 orders of magnitude.
From a graphene sheet assembled via Faraday lithography to continental-scale infrastructure planning — the physics is the same. Only the scale changes.
A physics-based data pipeline automating assembly planning. Upload CAD. Get high-fidelity force datasets. Train the next generation of manipulation AI.
Current deep tech robotics startups use Vision-Language-Action models that see and reason about geometry. They avoid collisions well. But they lack the physics to manipulate.
The same assembly/disassembly physics that governs viral proteins also governs satellite deployment. 4DLAB operates across all of them.
Request early access to Juakali, collaborate on foundational AI datasets, or partner with 4DLAB to bring physics-based intelligence to your assembly challenges.